BMC Medical Informatics and Decision Making

Article	Citations
Whole-cycle management of women with epilepsy of child-bearing age: ontology construction and application	399
Providing evidence-based knowledge on nursing interventions at the point of care: findings from a mapping project	294
Patients’ and plastic surgeons’ experiences with an online patient decision aid for breast reconstruction: considerations for nationwide implementation	228
Analytical validation of Exandra: a clinical decision support system for promoting guideline-directed therapy of type-2 diabetes in primary care – a collaborative study with experts from Diabetes Cana	210
Construction and SHAP interpretability analysis of a risk prediction model for feeding intolerance in preterm newborns based on machine learning	186
Utilizing machine learning algorithms to predict subject genetic mutation class from in silico models of neuronal networks	131
Task-Technology Fit of Artificial Intelligence-based clinical decision support systems: a review of qualitative studies	126
An exploration into physician and surgeon data sensemaking: a qualitative systematic review using thematic synthesis	126
Hypercubes to identify geomarkers of rapid cystic fibrosis lung disease progression	122
Evaluation of an ARF diagnosis calculator: a survey and content analysis	114
Validation of a computerized decision support system to review pharmacotherapy treatment: scheduling guidelines	98
Detecting cognitive impairment in cerebrovascular disease using gait, dual tasks, and machine learning	98
From algorithms to action: improving patient care requires causality	98
A retrospective analysis using comorbidity detecting algorithmic software to determine the incidence of International Classification of Diseases (ICD) code omissions and appropriateness of Diagnosis-R	97
SEM model analysis of diabetic patients’ acceptance of artificial intelligence for diabetic retinopathy	97
Value of normative belief in intention to use workplace health promotion apps	92
Prediction of lymphedema occurrence in patients with breast cancer using the optimized combination of ensemble learning algorithm and feature selection	88
Insights into prescribing patterns for antidepressants: an evidence-based analysis	81
AMPDECIDE amputation level patient decision aids: a feasibility study	77
In silico clinical trials for relapsing-remitting multiple sclerosis with MS TreatSim	75
Improving computerized decision support system interventions: a qualitative study combining the theoretical domains framework with the GUIDES Checklist	75
Mortality and morbidity patterns in Yaoundé, Cameroon: an ICD-11 classification-based analysis	72
Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms	70
Cervical cancer screening uptake and its associated factor in Sub-Sharan Africa: a machine learning approach	68
ProtoMAP: prototypical network based few-shot learning for missed abortion prediction	68

Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning	66
Data-driven decision making in patient management: a systematic review	65
Supporting parent treatment decision-making in relapsed and refractory neuroblastoma: co-design of a web-based intervention	60
Early prediction of mortality upon intensive care unit admission	58
The development and phase 1 evaluation of a Decision Aid for elective egg freezing	58
Deep learning-based classification of dementia using image representation of subcortical signals	57
Using artificial intelligence to identify patients with migraine and associated symptoms and conditions within electronic health records	56
Building a trustworthy AI differential diagnosis application for Crohn’s disease and intestinal tuberculosis	51
Advanced AI-driven approach for enhanced brain tumor detection from MRI images utilizing EfficientNetB2 with equalization and homomorphic filtering	49
Lactate dehydrogenase to albumin ratio and poor prognosis after thrombolysis in ischemic stroke patients: developing a novel nomogram	48
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures	47
A treatment recommender clinical decision support system for personalized medicine: method development and proof-of-concept for drug resistant tuberculosis	47
Real-time non-invasive hemoglobin prediction using deep learning-enabled smartphone imaging	46
Explainable AI for enhanced accuracy in malaria diagnosis using ensemble machine learning models	45
Interoperability of heterogeneous health information systems: a systematic literature review	45
Application of artificial intelligence medical imaging aided diagnosis system in the diagnosis of pulmonary nodules	43
Mean generation function model in AIDS epidemic estimation	43
The impact of a patient decision aid for patients with advanced laryngeal carcinoma – a multicenter study	41
Deep learning-driven modality imputation and subregion segmentation to enhance high-grade glioma grading	41
Can we ever have evidence-based decision making in orthopaedics? A qualitative evidence synthesis and conceptual framework	41
Correction: Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	40
Correction to: Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary	40
Cardiovascular disease incidence prediction by machine learning and statistical techniques: a 16-year cohort study from eastern Mediterranean region	39
Predicting miRNA-disease associations via layer attention graph convolutional network model	39
Dynamic fall risk prediction in hospitalized cancer patients: development and validation of a machine learning model using multidimensional clinical data to overcome over-sensitivity in traditional sc	38
Validation of the German eHealth impact questionnaire for online health information users affected by multiple sclerosis	38
The development of a decision aid to support treatment choice in pelvic organ prolapse: a Delphi study	38
Using the technology acceptance model to assess clinician perceptions and experiences with a rheumatoid arthritis outcomes dashboard: qualitative study	38
Identifying the presence and severity of dementia by applying interpretable machine learning techniques on structured clinical records	37
The protocol of DECO-MOM: a clinical trial testing the effectiveness of a mobile application for an environmental health intervention among pregnant women	36
Participant characteristics and reasons for non-consent to health information linkage for research: experiences from the ATHENA COVID-19 study	36
Analysis and knowledge extraction of newborn resuscitation activities from annotation files	36
Modified multiscale Renyi distribution entropy for short-term heart rate variability analysis	36
Principles of digital professionalism for the metaverse in healthcare	36
Deep learning model for multi-classification of infectious diseases from unstructured electronic medical records	35
Retrospective descriptive assessment of clinical decision support medication-related alerts in two Saudi Arabian hospitals	35
The Infomóvel—An information system for managing HIV/AIDS patients in rural areas of Mozambique	35
Only the anxious ones? Identifying characteristics of symptom checker app users: a cross-sectional survey	34
Automated machine learning for early prediction of systemic inflammatory response syndrome in acute pancreatitis	34
Predicting perinatal mortality based on maternal health status and health insurance service using homogeneous ensemble machine learning methods	34
Development and validation of an instrument to evaluate the perspective of using the electronic health record in a hospital setting	33
Predicting blood transfusion demand in intensive care patients after surgery by comparative analysis of temporally extended data selection	32
Machine learning algorithms to predict intraoperative hemorrhage in surgical patients: a modeling study of real-world data in Shanghai, China	32
Predictive machine learning for postoperative pain using biosignals: a retrospective observational study	31
Machine learning approach for the detection of vitamin D level: a comparative study	31
Effects of a smartphone application named “Shared Decision Making Assistant” for informed patients with primary liver cancer in decision-making in China: a quasi-experimental study	31
Development and usability evaluation of a mHealth application for albinism self-management	31
PheNominal: an EHR-integrated web application for structured deep phenotyping at the point of care	31
The most used questionnaires for evaluating satisfaction, usability, acceptance, and quality outcomes of mobile health	31
MODILM: towards better complex diseases classification using a novel multi-omics data integration learning model	30

Differences in changes of data completeness after the implementation of an electronic medical record in three surgical departments of a German hospital–a longitudinal comparative document analysis	30
Conceptual design of a generic data harmonization process for OMOP common data model	30
Enhanced ovarian cancer survival prediction using temporal analysis and graph neural networks	29
Machine learning-based models for the prediction of breast cancer recurrence risk	29
Identifying effective immune biomarkers in alopecia areata diagnosis based on machine learning methods	29
Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis	28
Harnessing computational tools of the digital era for enhanced infection control	28
Extracting the latent needs of dementia patients and caregivers from transcribed interviews in japanese: an initial assessment of the availability of morpheme selection as input data with Z-scores in	28
Accompanying the prostate cancer patient pathway: evaluation of novel clinical decision support software in patients with early diagnosis of prostate cancer	28
A qualitative analysis of algorithm-based decision support usability testing for symptom management across the trajectory of cancer care: one size does not fit all	28
A novel smartphone application for the tracking of procedural numbers and trainee experience in gastrointestinal endoscopy	28
Prognosis patients with COVID-19 using deep learning	28
Drug closed-loop management system using mobile technology	27
Effect of short message service reminders in improving optimal antenatal care, skilled birth attendance and postnatal care in low-and middle-income countries: a systematic review and meta-analysis	27
Prediction of amyloid PET positivity via machine learning algorithms trained with EDTA-based blood amyloid-β oligomerization data	27
Decision fatigue of surrogate decision-makers: a scoping review	27
A systematic comparison of short-term and long-term mortality prediction in acute myocardial infarction using machine learning models	27
The perceived importance of prognostic aspects considered by physicians during work disability evaluation: a survey	26
Adolescent, parent, and provider attitudes toward a machine learning based clinical decision support system for selecting treatment for youth depression	26
Development and user testing of a patient decision aid for cancer patients considering treatment for anxiety or depression	26
Identification of confounders and estimating the causal effect of place of birth on age-specific childhood vaccination	26
CardioGraph: a platform to study variations associated with familiar cardiopathies	26
Development of an interpretable machine learning model for predicting prolonged hospital stay in patients with acute exacerbation of chronic obstructive pulmonary disease: a retrospective cohort study	25
Machine learning models for predicting in-hospital mortality from acute pancreatitis in intensive care unit	25
A heart failure classification model from radial artery pulse wave using LSTM neural networks	25
Usability evaluation of electronic health records at the trauma and emergency directorates at the Komfo Anokye teaching hospital in the Ashanti region of Ghana	25
A nomogram for predicting sepsis-associated delirium: a retrospective study in MIMIC III	25
Factors affecting the survival of prediabetic patients: comparison of Cox proportional hazards model and random survival forest method	25
Healthcare dashboard technologies and data visualization for lipid management: A scoping review	25
2.5D MFFAU-Net: a convolutional neural network for kidney segmentation	25
Chinese medical entity recognition based on the dual-branch TENER model	25
The social experience of uncertainty: a qualitative analysis of emergency department care for suspected pneumonia for the design of decision support	25
The effect of capacity building evidence-based medicine training on its implementation among healthcare professionals in Southwest Ethiopia: a controlled quasi-experimental outcome evaluation	25
Modeling anesthetic-drug label detection for low-resource operating rooms	25
Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	25
Predicting peripheral venous catheter related phlebitis using machine learning (PPML): development and prospective validation of PPML for cardiology inpatients	25
A risk prediction model based on machine learning algorithm for parastomal hernia after permanent colostomy	24
Secondary use of health records for prediction, detection, and treatment planning in the clinical decision support system: a systematic review	24
Bayesian learning-based agent negotiation model to support doctor-patient shared decision making	24
Requirements and challenges of hospital dashboards: a systematic literature review	24
Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia	24
Risk assessment and prediction of early blood transfusion after joint replacement surgery: a clinical decision support model based on machine learning	24
Development of a machine learning-based acuity score prediction model for virtual care settings	24
Understanding cancer patient cohorts in virtual reality environment for better clinical decisions: a usability study	24
Data privacy-aware machine learning approach in pancreatic cancer diagnosis	23
Identification of clinical factors related to prediction of alcohol use disorder from electronic health records using feature selection methods	23
Communicating the results of risk-based breast cancer screening through visualizations of risk: a participatory design approach	23
De-identified Bayesian personal identity matching for privacy-preserving record linkage despite errors: development and validation	23
Predicting the frequent exacerbator phenotype in COPD: development and validation of a multicenter real-world prediction model	23
Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes	23
Exploring parental factors influencing low birth weight on the 2022 CDC natality dataset	23
Applying text-mining to clinical notes: the identification of patient characteristics from electronic health records (EHRs)	23
A novel explainable machine learning-based healthy ageing scale	23
Exploring the potential of ChatGPT in medical dialogue summarization: a study on consistency with human preferences	23
Modeling-based design of adaptive control strategy for the effective preparation of ‘Disease X’	22
Interpretable machine-learning model for Predicting the Convalescent COVID-19 patients with pulmonary diffusing capacity impairment	22
Development and perceived usability evaluation of an interactive smartphone application for the teaching of hemodynamics and evaluation of arterial pulse pressure variation	22
Machine learning algorithms for predicting PTSD: a systematic review and meta-analysis	22
Correction: Weight management personas of breast cancer patients undergoing chemotherapy in China: a multi-method study	22
Machine learning algorithms for predicting low birth weight in Ethiopia	22
Early classification of functional connectomes in Parkinson’s disease: a comparison of machine learning classifiers using multi-scale topological features	22
A national platform for advancing self-care processes for the most common illnesses and conditions: designing, evaluating, and implementing	21
Risk factors and nomogram model for short-term postoperative complications in patients with hirschsprung disease	21
Quantifying optimal inner limiting membrane peeling in macular hole surgery: a machine learning framework for predictive modeling and schematic visualization	21
Systematic review and meta-analysis of workload among medical records coders in China	21
Designing and evaluating a mobile app to assist patients undergoing coronary angiography and assessing its impact on anxiety, stress levels, and self-care	21
Mining comorbidities of opioid use disorder from FDA adverse event reporting system and patient electronic health records	21
Use of diagnostic likelihood ratio of outcome to evaluate misclassification bias in the planning of database studies	20
Application of artificial intelligence in predicting the results of open-heart surgery: a scoping review	20
Development of a machine learning model to predict mild cognitive impairment using natural language processing in the absence of screening	20
An effective multi-step feature selection framework for clinical outcome prediction using electronic medical records	20
A novel EEG-based major depressive disorder detection framework with two-stage feature selection	20
Optimizing protein sequence classification: integrating deep learning models with Bayesian optimization for enhanced biological analysis	20
Developing machine learning-based models to predict intrauterine insemination (IUI) success by address modeling challenges in imbalanced data and providing modification solutions for them	20
Development, comparison, and internal validation of prediction models to determine the visual prognosis of patients with open globe injuries using machine learning approaches	20
Implementation of digital remote postoperative monitoring in routine practice: a qualitative study of barriers and facilitators	20
Optimising ePrescribing in hospitals through the interoperability of systems and processes: a qualitative study in the UK, US, Norway and the Netherlands	19
Clinician-in-the-loop screening saturation: predicting annotation yield for efficient EHR review	19
Machine learning based model for the early detection of Gestational Diabetes Mellitus	19
Effects of patient decision aids used pre-consult or in-consult on patient-clinician communication - secondary analysis of a systematic review with meta-analysis	19

Leveraging laboratory biomarkers to predict urosepsis after upper urinary tract stone surgery: an explainable machine learning approach	19
Haematology dimension reduction, a large scale application to regular care haematology data	19
Retinal vein occlusion risk prediction without fundus examination using a no-code machine learning tool for tabular data: a nationwide cross-sectional study from South Korea	19
A pseudonymized corpus of occupational health narratives for clinical entity recognition in Spanish	19
Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis	19
Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis	19
The association between video or telephone telemedicine visit type and orders in primary care	19
Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy	19
The willingness to continue using wearable devices among the elderly: SEM and FsQCA analysis	19
The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review	18
Intelligent virtual case learning system based on real medical records and natural language processing	18
Participatory methods in a digital setting: experiences from the co-creation of an eHealth tool for people with chronic obstructive pulmonary disease	18
The validity of electronic health data for measuring smoking status: a systematic review and meta-analysis	18
Correction: Diagnosis of cardiac abnormalities based on phonocardiogram using a novel fuzzy matching feature extraction method	18
Evaluating breast cancer websites targeting Arabic speakers: empirical investigation of popularity, availability, accessibility, readability, and quality	18
Context factors in clinical decision-making: a scoping review	18
Creating a data warehouse to support monitoring of NSQHS blood management standard from EMR data	18
An evaluation of GPT models for phenotype concept recognition	18
The development of a decision aid to support Hodgkin lymphoma survivors considering lung cancer screening	18
Development and evaluation of regression tree models for predicting in-hospital mortality of a national registry of COVID-19 patients over six pandemic surges	18
Application of machine learning techniques for predicting survival in ovarian cancer	18
Precision cancer medicine and the doctor-patient relationship: a systematic review and narrative synthesis	18
Descriptive forest: experiments on a novel tree-structure-generalization method for describing cardiovascular diseases	18
Exploring the role of Artificial Intelligence in Acute Kidney Injury management: a comprehensive review and future research agenda	18
Optimizing myocardial infarction detection: a hybrid CNN-GRU deep learning approach	17
Patient values in patient-provider communication about participation in early phase clinical cancer trials: a qualitative analysis before and after implementation of an online value clarification tool	17
%diag_test: a generic SAS macro for evaluating diagnostic accuracy measures for multiple diagnostic tests	17
Optimizing prognostic factors of five-year survival in gastric cancer patients using feature selection techniques with machine learning algorithms: a comparative study	17
An interactive dashboard for analyzing user interaction patterns in the i2b2 clinical data warehouse	17
Trusted sources of information on COVID-19 vaccine in Uganda	17
Developing an interpretable machine learning model for easily detecting insulin resistance among breast cancer survivors: a cross-sectional study	17
The coming Omicron waves and factors affecting its spread after China reopening borders	17
Comparing the performance of machine learning and conventional models for predicting atherosclerotic cardiovascular disease in a general Chinese population	17
Development of a quantitative index system for evaluating the quality of electronic medical records in disease risk intelligent prediction	17
Correction: Developing an interpretable machine learning model for easily detecting insulin resistance among breast cancer survivors: a cross-sectional study	17
Optimizing emergency department efficiency: a comparative analysis of process mining and simulation models to mitigate overcrowding and waiting times	17
Community perspectives on the use of electronic health data to support reflective practice by health professionals	16
Overall performance of a drug–drug interaction clinical decision support system: quantitative evaluation and end-user survey	16
Automated extraction of information of lung cancer staging from unstructured reports of PET-CT interpretation: natural language processing with deep-learning	16
AI-assisted haematology: machine learning–based prediction of iron-deficiency anaemia from reticulocyte maturation indices	16
Predicting angiographic coronary artery disease using machine learning and high-frequency QRS	16
Evaluating the usability of Iran’s national comprehensive health information system: a think-aloud study to uncover usability problems in the recording of childcare data	16
Data quality and associated factors in the health management information system at health centers in Shashogo district, Hadiya zone, southern Ethiopia, 2021	16
Artificial intelligence of digital morphology analyzers improves the efficiency of manual leukocyte differentiation of peripheral blood	16
Optimization of vision transformer-based detection of lung diseases from chest X-ray images	16
Automatic data extraction to support meta-analysis statistical analysis: a case study on breast cancer	16
A SuperLearner approach for predicting diabetic kidney disease upon the initial diagnosis of T2DM in hospital	16
Towards a prescribing monitoring system for medication safety evaluation within electronic health records: a scoping review	16
Real-time estimation of the remaining surgery duration for cataract surgery using deep convolutional neural networks and long short-term memory	16
Fuzzy constraint-based agent negotiation framework for doctor-patient shared decision-making	16
Non-invasive arterial blood pressure measurement and SpO2 estimation using PPG signal: a deep learning framework	16
Multimodal deep learning-based diagnostic model for BPPV	16
Nonlinear association between visceral fat metabolism score and heart failure: insights from LightGBM modeling and SHAP-Driven feature interpretation in NHANES	15
A machine learning approach to determine the risk factors for fall in multiple sclerosis	15
Clinical decision making under uncertainty: a bootstrapped counterfactual inference approach	15
Enhancing post-traumatic stress disorder patient assessment: leveraging natural language processing for research of domain criteria identification using electronic medical records	15
Influencing mechanism of the use behavior of clinical practice guidelines on antimicrobials: evidence from the integration of theory of reasoned action and organizational readiness for change	15
Intelligent identification system of gastric stromal tumors based on blood biopsy indicators	15
Analyzing the medical record homepages quality in a Chinese EMR system	15
DREAMER: a computational framework to evaluate readiness of datasets for machine learning	15
Explainable prediction of daily hospitalizations for cerebrovascular disease using stacked ensemble learning	15
An implementation framework and a feasibility evaluation of a clinical decision support system for diabetes management in secondary mental healthcare using CogStack	15
Evaluation of medical decision support systems (DDX generators) using real medical cases of varying complexity and origin	15
Explainable AI for infection prevention and control: modeling CPE acquisition and patient outcomes in an Irish hospital with transformers	15
Using provocative design to foster electronic informed consent innovation	15
How successful is the CatBoost classifier in diagnosing different dental anomalies in patients via sella turcica and vertebral morphologic alteration?	15
Continuous prediction for tumor mutation burden based on transcriptional data in gastrointestinal cancers	15
Patients and healthcare professionals’ perspectives on the implementation of shared decision making in multiple myeloma: a multinational qualitative study	15
Domain and Language adaptive pre-training of BERT models for Korean-English bilingual clinical text analysis	15
Prediction of unplanned 30-day readmission for ICU patients with heart failure	15
Making remote measurement technology work in multiple sclerosis, epilepsy and depression: survey of healthcare professionals	15
Computer-aided autism diagnosis using visual attention models and eye-tracking: replication and improvement proposal	15
Developing a high-performance AI model for spontaneous intracerebral hemorrhage mortality prediction using machine learning in ICU settings	15
Developing an AI-powered wound assessment tool: a methodological approach to data collection and model optimization	15
TECRR: a benchmark dataset of radiological reports for BI-RADS classification with machine learning, deep learning, and large language model baselines	15
Treatment decision support for esophageal cancer based on PET/CT data using deep learning	15
Factors associated with the local control of brain metastases: a systematic search and machine learning application	15
CRISP: A causal relationships-guided deep learning framework for advanced ICU mortality prediction	15
Towards interpretable sleep stage classification with a multi-stream fusion network	15
Correction: Causal analysis for multivariate integrated clinical and environmental exposures data	14
Building a knowledge base for colorectal cancer patient care using formal concept analysis	14
Beyond labels: determining the true type of blood gas samples in ICU patients through supervised machine learning	14
Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients	14
Utilization of patient portals: a cross-sectional study investigating associations with mobile app quality	14
Probabilistic linguistic fuzzy cognitive maps: applications to the critical factors affecting the health of rural older adults	14
Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation	14
Correction to: Evaluation of Doc’EDS: a French semantic search tool to query health documents from a clinical data warehouse	14
A comparative study of CNN-capsule-net, CNN-transformer encoder, and Traditional machine learning algorithms to classify epileptic seizure	14
Memory rehabilitation during the COVID-19 pandemic	14
Development and validation of a machine learning model to predict hemostatic intervention in patients with acute upper gastrointestinal bleeding	14
Operationalizing and digitizing person-centered daily functioning: a case for functionomics	14
Development, implementation, and evaluation of neonatal thermoregulation decision support web application	14
Research, development, and evaluation of the practical effect of a storage inflow and outflow management system for consumables in the endocrinology department of a hospital	14
Medical-informed machine learning: integrating prior knowledge into medical decision systems	14
Comprehensive usability evaluation of electronic prescription systems: integrating expert and user perspectives	14